{"id":"W4223516740","doi":"10.5194/hess-2022-31-rc2","title":"Comment on hess-2022-31","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; Bundesministerium für Bildung und Forschung; Ministry of Science, Technology and Space","keywords":"Redox; Environmental chemistry; Chemistry; Anoxic waters; Nitrate; Denitrification; Subsurface flow; Environmental science; Soil science; Chemical physics; Biological system; Inorganic chemistry; Nitrogen; Geology; Groundwater; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001255116,0.0008402238,0.0008251424,0.0009361222,0.001389905,0.004337003,0.001930058,0.0115915,0.07975002],"category_scores_gemma":[0.006606293,0.0004078302,0.001213021,0.001894371,0.001073155,0.002446499,0.001529201,0.007501757,0.04356929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003080959,"about_ca_system_score_gemma":0.005084003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04748349,"about_ca_topic_score_gemma":0.03207231,"domain_scores_codex":[0.9987877,0.0001256401,0.00009149442,0.0001752405,0.0006110457,0.0002089624],"domain_scores_gemma":[0.9982692,0.0003225188,0.00006517964,0.0002485553,0.0009742225,0.0001201769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007219997,0.000009950923,0.0001450274,0.0001273578,0.000009091014,0.0001397083,0.00002393964,0.0002257333,0.0002623404,0.004984301,0.9886834,0.005316833],"study_design_scores_gemma":[0.00001950116,0.000007851313,0.001230095,0.00008712698,0.000006257208,0.00003729296,0.00005577265,0.0001695202,0.000399211,0.002922155,0.9950406,0.00002466108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.003164177,0.00544367,0.001987807,0.326811,0.1418655,0.0005102449,0.05283336,0.002538851,0.4648454],"genre_scores_gemma":[0.04967217,0.004541543,0.002993016,0.3117171,0.02857106,0.0008585373,0.02036239,0.001100926,0.5801833],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.07975002,"threshold_uncertainty_score":0.2667904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05098679975766523,"score_gpt":0.313799206453463,"score_spread":0.2628124066957978,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}